We introduce a generalization of the approximate factor model for which the observable variables belong to a nite number of groups. The error terms of variables that belong to di erent groups are assumed to be at most weakly correlated, but the correlation between the errors of variables that belong to the same group is not restricted. We propose an approximate instrumental variables method to ...